The email sat in her inbox, a malevolent little rectangle of white space and black text. She stared at it, her jaw clenching so tight she thought her teeth might shatter. A bead of sweat trickled down her temple. *Denied*. She scrolled down, skimming the generic rejection letter, the meaningless platitudes about "a competitive field." Her hands began to tremble.

She slammed the laptop shut, the metallic thud echoing in the otherwise silent apartment. "Competitive?" she hissed, the word a venomous whisper. She marched to the kitchen, grabbed a glass, and slammed it down on the counter with such force it wobbled precariously.

She wanted to scream, to smash something, to… what, exactly? She didn’t know. All she knew was the sudden, overwhelming heat blooming in her chest, a fire threatening to consume her.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

This story is one of 1,000 stories generated for the emotion outraged. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 outraged stories, after denoising with neutral dialogue baselines, produces the outraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the outraged vector is projected through the unembedding matrix.

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260